#Name:Sadia Ali Watara
#ID Number:00305111
#Project 1
#Import libraries
import numpy as np #For numerical operations on large arrays of data.
import pandas as pd #Provides data structures like dataFrames and series, which are useful for handling tabular data.
import matplotlib.pyplot as plt #Provides a simple interface to create a variety of charts, plots and graphs.
import tensorflow as tf #Used for building and training machine learning models, especially deep neural networks.
from sklearn.model_selection import train_test_split #Is a function from scikit-learn that allows splitting a dataset into training and testing subsets.
from keras.preprocessing.image import ImageDataGenerator #Used to preprocess and augment image data on-the-fly during the training of a deep learning model.
from keras.callbacks import ReduceLROnPlateau #A callback provided by Keras that dynamically adjusts the learning rate of the optimizer during training
import cv2 #Used to work with images and videos, including loading images from files, resizing, and modifying them.
import os #provides a portable way of using operating system dependent functionality like reading or writing to the file system,
#Download the dataset using the Kaggle API
!pip install kaggle
from google.colab import files
files.upload()
Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/ Requirement already satisfied: kaggle in /usr/local/lib/python3.10/dist-packages (1.5.13) Requirement already satisfied: python-slugify in /usr/local/lib/python3.10/dist-packages (from kaggle) (8.0.1) Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from kaggle) (4.65.0) Requirement already satisfied: certifi in /usr/local/lib/python3.10/dist-packages (from kaggle) (2022.12.7) Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.10/dist-packages (from kaggle) (1.16.0) Requirement already satisfied: urllib3 in /usr/local/lib/python3.10/dist-packages (from kaggle) (1.26.15) Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from kaggle) (2.27.1) Requirement already satisfied: python-dateutil in /usr/local/lib/python3.10/dist-packages (from kaggle) (2.8.2) Requirement already satisfied: text-unidecode>=1.3 in /usr/local/lib/python3.10/dist-packages (from python-slugify->kaggle) (1.3) Requirement already satisfied: charset-normalizer~=2.0.0 in /usr/local/lib/python3.10/dist-packages (from requests->kaggle) (2.0.12) Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->kaggle) (3.4)
Saving kaggle.json to kaggle.json
{'kaggle.json': b'{"username":"sadiawatara","key":"7fb315ea62256565039b1579223b20ae"}'}
#copying the file to the kaggle directory
!mkdir -p ~/.kaggle
!cp kaggle.json ~/.kaggle/
!chmod 600 ~/.kaggle/kaggle.json
# Define the API source
url = "https://www.kaggle.com/datasets/paultimothymooney/chest-xray-pneumonia"
!kaggle datasets download paultimothymooney/chest-xray-pneumonia
Downloading chest-xray-pneumonia.zip to /content 100% 2.29G/2.29G [00:59<00:00, 44.3MB/s] 100% 2.29G/2.29G [00:59<00:00, 41.2MB/s]
#Unzip the folder
!unzip chest-xray-pneumonia.zip
Streaming output truncated to the last 5000 lines.
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From the code below: get_training_data reads the images from the specified directory and preprocesses them to get the training data in the format of numpy arrays.
data_dir: the directory containing the images of the two classes - 'PNEUMONIA' and 'NORMAL' The function performs the following steps:
Loop through each class of images in the directory using os.listdir. For each image in the class, read the image using cv2.imread and convert it to grayscale. Resize the image using cv2.resize to a fixed size of 150 x 150. Append the resized image and its corresponding class index (0 for 'PNEUMONIA' and 1 for 'NORMAL') to a list called data. Return the data list as a numpy array.
#Retrieving and preprocessing the data
labels = ['PNEUMONIA', 'NORMAL'] #listing the two classes in the dataset
img_size = 150 #desired size of the image
def get_training_data(data_dir):
data = []
for label in labels:
path = os.path.join(data_dir, label)
class_num = labels.index(label)
for img in os.listdir(path):
try:
img_arr = cv2.imread(os.path.join(path, img), cv2.IMREAD_GRAYSCALE)
resized_arr = cv2.resize(img_arr, (img_size, img_size)) # Reshaping images to preferred size
data.append([resized_arr, class_num])
except Exception as e:
print(e)
return np.array(data)
#Loading the datasets
train = get_training_data('/content/chest_xray/train')
val =get_training_data('/content/chest_xray/val')
test = get_training_data('/content/chest_xray/test')
train.shape #returns the shape (dimensions) of train dataset
(5216, 2)
# Defining the hyperparameters for the image size and batch size
img_height = 128
img_width = 128
batch_size = 32
#Displaying the the two images with their labels
plt.figure(figsize = (5,5))
plt.imshow(train[0][0],)
plt.title(labels[train[0][1]])
plt.figure(figsize = (5,5))
plt.imshow(train[-1][0],)
plt.title(labels[train[-1][1]])
Text(0.5, 1.0, 'NORMAL')
#Data preparation
#Creating separate lists for images (features) and labels for the training
x_train = []
y_train = []
x_val = []
y_val = []
x_test = []
y_test = []
#appending the image to the appropriate list
for feature, label in train:
x_train.append(feature)
y_train.append(label)
for feature, label in test:
x_test.append(feature)
y_test.append(label)
for feature, label in val:
x_val.append(feature)
y_val.append(label)
# Displaying a grid of subplots with L_grid rows and W_grid columns with a figure size of 25x25,
L_grid = 15
W_grid = 15
figs,axes = plt.subplots(L_grid ,W_grid ,figsize = (25, 25))
axes = axes.ravel() #flattens a multi-dimensional array into a 1D array. I
n_training = len(x_train) #calculating the number of training examples in the x_train dataset
#Iterating through each subplot and randomly selects an image from the training dataset using numpy's randint function.
for i in np.arange(0 , L_grid*W_grid):
index = np.random.randint (0,n_training)
axes [i].imshow(x_train[index]) #Displaying the selected image
L_grid = 15
W_grid = 15
figs,axes = plt.subplots(L_grid ,W_grid ,figsize = (25, 25))
axes = axes.ravel()
n_training = len(x_train)
for i in np.arange(0 , L_grid*W_grid):
index = np.random.randint (0,n_training)
axes [i].imshow(x_train[index])
axes[i].set_title(y_train[index])
axes[i].axis('off') #removing the axis from the subplots
plt.subplots_adjust(hspace=0.4) #adjusting the vertical spacing between the subplots.
import warnings
warnings.filterwarnings("ignore")
# Normalize the data
x_train = np.array(x_train) / 255 #dividing each pixel value by 255 to obtain a normalized value between 0 and 1.
x_val = np.array(x_val) / 255
x_test = np.array(x_test) / 255
# resize data for deep learning
x_train = x_train.reshape(-1, img_size, img_size, 1)
y_train_ds = np.array(y_train)
x_val = x_val.reshape(-1, img_size, img_size, 1)
y_val = np.array(y_val)
x_test = x_test.reshape(-1, img_size, img_size, 1)
y_test = np.array(y_test)
#Shows the number of training images, the height of the images, the width of the images, and the number of color channels.
x_train.shape
(5216, 150, 150, 1)
#Shows the number of testing images, the height of the images, the width of the images, and a the number of color channels.
x_test.shape
(624, 150, 150, 1)
#number of samples in the test set
y_test.shape
(624,)
#Image Exploratiion
i = 4200 # i variable is used to select a particular image from the training dataset, and in this case, it selects the image at index 4200.
plt.imshow(x_train[i])
print(y_train[i])
1
#Image Exploration
i = 400 # i variable is used to select a particular image from the training dataset, and in this case, it selects the image at index 400.
plt.imshow(x_train[i])
print(y_train[i])
0
Data Preparation
#converting the y_train array from a 1D array of integers (where each integer represents a class label) to a 2D array of binary values.
import keras # For enabling fast experimentation and easy-to-use syntax for building deep learning models.
y_train = keras.utils.to_categorical(y_train,2)
# Displaying an array of shape where num_samples is the number of images in the training set and num_classes is 2, representing the two classes (0 and 1).
y_train
array([[1., 0.],
[1., 0.],
[1., 0.],
...,
[0., 1.],
[0., 1.],
[0., 1.]], dtype=float32)
#converting the categorical integer labels into one-hot encoded vectors.
y_test = keras.utils.to_categorical(y_test,2)
y_test
array([[1., 0.],
[1., 0.],
[1., 0.],
...,
[0., 1.],
[0., 1.],
[0., 1.]], dtype=float32)
#Displaying the pixel values have been normalized between 0 and 1.
x_train
array([[[[0.32941176],
[0.39607843],
[0.40392157],
...,
[0.17254902],
[0.24705882],
[0.39607843]],
[[0.35686275],
[0.41176471],
[0.41960784],
...,
[0.08627451],
[0.16078431],
[0.30196078]],
[[0.37647059],
[0.40784314],
[0.42352941],
...,
[0.08627451],
[0.15294118],
[0.27843137]],
...,
[[0.08627451],
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[0.19607843],
[0.01568627],
[0.02745098]],
[[0.08627451],
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[0.21176471],
[0.04705882],
[0.02745098]],
[[0.08627451],
[0.08627451],
[0.08627451],
...,
[0.19607843],
[0.08627451],
[0.02352941]]],
[[[0.6745098 ],
[0.68627451],
[0.6745098 ],
...,
[0.7372549 ],
[0.76470588],
[0.77254902]],
[[0.68235294],
[0.67058824],
[0.66666667],
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[0.74901961],
[0.76862745],
[0.76078431]],
[[0.69019608],
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[0.74117647],
[0.78039216],
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[[0.10980392],
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[0.10196078],
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[[0.10196078],
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[0.10196078],
[0.10588235],
[0.10588235]]],
[[[0.00392157],
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[0.04313725],
[0.01568627],
[0.01568627]],
[[0.11764706],
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...,
[0.1254902 ],
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[[0.13333333],
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[0.16078431],
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...,
[[0.10980392],
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[0.08235294],
[0.09803922]],
[[0.10980392],
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[0.07058824],
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[[0.10980392],
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[[[0.09411765],
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[0.34509804]],
[[0.14509804],
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[0.38039216],
[0.37254902],
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[[[0.30980392],
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[[0.22745098],
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[[0.21960784],
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[[0.65882353],
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[[0.70196078],
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[0.28627451],
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#Shows the number of training images, the height of the images, the width of the images, and the number of color channels.
x_train.shape
(5216, 150, 150, 1)
# The code below is a variable for specifying the shape of the input data.
Input_shape = x_train.shape[1:]
#Showing a tuple contained in the shape of each sample in the x_train
Input_shape
(150, 150, 1)
#Reshaping the y_train array to a 2D array of shape (num_samples, num_classes)
y_train = np.reshape(y_train, (y_train.shape[0], -1))
#Displaying the results
y_train.shape
(5216, 2)
The code below means
Sequential: This is a Keras model type that allows sequential layers to be added to the model.
Conv2D: This is the convolutional layer that performs the convolution operation to extract features from the input image.
MaxPooling2D and AveragePooling1D: These are the pooling layers that downsample the feature maps extracted from the convolutional layers, reducing the dimensionality of the data and improving computational efficiency.
Dense: This is the fully connected layer that performs classification on the feature maps outputted by the convolutional and pooling layers.
Flatten: This is a layer that flattens the feature maps from the convolutional and pooling layers into a single vector, which can be fed into the fully connected layer for classification.
Dropout: This is a regularization technique that randomly drops out some of the neurons during training to prevent overfitting. Adam: This is an optimization algorithm that adjusts the weights of the network during training to minimize the loss function. TensorBoard: This is a Keras callback that can be used to visualize the training process and monitor the performance of the model.
The first layer added is a Conv2D layer with 32 filters, a kernel size of 3x3, and a rectified linear unit (ReLU) activation function. The input shape of this layer is set to Input_shape, which is a tuple containing the dimensions of the input data (image) after reshaping.
The second layer is another Conv2D layer with 32 filters, a kernel size of 3x3, and a ReLU activation function.
The third layer is a MaxPooling2D layer with a pool size of 2x2 that reduces the dimensionality of the output feature maps from the previous layers.
The fourth layer is a Dropout layer, which randomly drops out a fraction of the input units to prevent overfitting.
The fifth layer is a Flatten layer, which flattens the output of the previous layers into a 1D vector.
The sixth layer is a Dense layer with 512 units and a ReLU activation function.
The seventh layer is another Dense layer with 512 units and a ReLU activation function. Finally, the last layer is a Dense layer with 2 units and a softmax activation function, which is used for multi-class classification.
First Model
#train the model
from keras.models import Sequential
from keras.layers import Conv2D,MaxPooling2D,AveragePooling1D,Dense, Flatten, Dropout
from keras.optimizers import Adam
from keras.callbacks import TensorBoard
#Define the CNN model
cnn_model = Sequential()
cnn_model.add(Conv2D(filters =32 ,kernel_size = (3,3),activation='relu',input_shape =Input_shape))
cnn_model.add(Conv2D(filters =32 ,kernel_size =(3,3),activation='relu'))
cnn_model.add(MaxPooling2D(2,2))
cnn_model.add(Dropout(0.3))
cnn_model.add(Flatten())
cnn_model.add(Dense(units =512 , activation = 'relu'))
cnn_model.add(Dense(units =512 , activation = 'relu'))
cnn_model.add(Dense(units =2, activation = 'softmax'))
The code below compiles the CNN model using categorical cross-entropy loss as the loss function, RMSprop optimizer with a learning rate of 0.001, and accuracy as the metric to evaluate the model during training and testing.
#compiling the CNN model in Keras
cnn_model.compile(loss='categorical_crossentropy',optimizer = keras.optimizers.RMSprop(lr=0.001),metrics=['accuracy'])
From the code below,the fit() function is used to train the model on the training data, with a batch size of 40, 15 epochs, and a validation split of 0.1 (10% of the training data is used for validation during training). shuffle=False means that the order of training examples will not be shuffled during training.
The history variable will store the training and validation loss and accuracy metrics for each epoch.
#training the compiled CNN model
history = cnn_model.fit(
x_train, y_train,
batch_size=40,
epochs=15,
validation_split=0.1,
shuffle=False
)
Epoch 1/15 118/118 [==============================] - 468s 4s/step - loss: 0.0250 - accuracy: 0.9968 - val_loss: 1.0408e-05 - val_accuracy: 1.0000 Epoch 2/15 118/118 [==============================] - 462s 4s/step - loss: 0.0193 - accuracy: 0.9977 - val_loss: 0.0000e+00 - val_accuracy: 1.0000 Epoch 3/15 118/118 [==============================] - 471s 4s/step - loss: 0.3247 - accuracy: 0.9904 - val_loss: 0.0000e+00 - val_accuracy: 1.0000 Epoch 4/15 118/118 [==============================] - 518s 4s/step - loss: 0.0961 - accuracy: 0.9953 - val_loss: 1.9764e-05 - val_accuracy: 1.0000 Epoch 5/15 118/118 [==============================] - 470s 4s/step - loss: 0.0032 - accuracy: 0.9991 - val_loss: 0.0000e+00 - val_accuracy: 1.0000 Epoch 6/15 118/118 [==============================] - 463s 4s/step - loss: 0.2198 - accuracy: 0.9913 - val_loss: 3.6539e-09 - val_accuracy: 1.0000 Epoch 7/15 118/118 [==============================] - 463s 4s/step - loss: 0.0182 - accuracy: 0.9985 - val_loss: 1.8872e-06 - val_accuracy: 1.0000 Epoch 8/15 118/118 [==============================] - 468s 4s/step - loss: 0.0323 - accuracy: 0.9985 - val_loss: 1.3653e-05 - val_accuracy: 1.0000 Epoch 9/15 118/118 [==============================] - 465s 4s/step - loss: 0.0021 - accuracy: 0.9996 - val_loss: 6.3944e-09 - val_accuracy: 1.0000 Epoch 10/15 118/118 [==============================] - 463s 4s/step - loss: 0.2468 - accuracy: 0.9928 - val_loss: 2.0325e-08 - val_accuracy: 1.0000 Epoch 11/15 118/118 [==============================] - 488s 4s/step - loss: 0.0693 - accuracy: 0.9987 - val_loss: 0.0000e+00 - val_accuracy: 1.0000 Epoch 12/15 118/118 [==============================] - 463s 4s/step - loss: 0.0573 - accuracy: 0.9940 - val_loss: 2.4570e-06 - val_accuracy: 1.0000 Epoch 13/15 118/118 [==============================] - 476s 4s/step - loss: 7.5510e-04 - accuracy: 0.9998 - val_loss: 9.1348e-09 - val_accuracy: 1.0000 Epoch 14/15 118/118 [==============================] - 466s 4s/step - loss: 0.0280 - accuracy: 0.9989 - val_loss: 6.6117e-04 - val_accuracy: 1.0000 Epoch 15/15 118/118 [==============================] - 487s 4s/step - loss: 0.0186 - accuracy: 0.9968 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
From the result above
Epoch number: The current epoch being trained.
Number of batches: The total number of batches used to train the model.
Loss: The value of the loss function, which is a measure of the difference between the predicted values and the actual values.
Accuracy: The percentage of correct predictions made by the model on the training data.
Validation loss: The value of the loss function on the validation data, which is a measure of the generalization performance of the model.
Validation accuracy: The percentage of correct predictions made by the model on the validation data.
In this case, the model has been trained for 15 epochs, with each epoch consisting of 118 batches. The model achieves very high accuracy of 99.68% and low loss on both the training and validation data, which suggests that it has learned the patterns in the data well and can make accurate predictions
#Visualizing the first model by plotting the results
plt.figure(figsize=(8,6)) # creating a figure with a size of 8 by 6
plt.title('Accuracy scores') #Displaying the title
plt.plot(history.history['accuracy']) #plotting the accuracy score
plt.plot(history.history['val_accuracy']) #plotting the validation accuracy
plt.legend(['accuracy', 'val_accuracy']) #identifying which line corresponds to which dataset
plt.show() #showing the accuracy scores figure
plt.figure(figsize=(8,6)) #creating a figure with a size of 8 by 6
plt.title('Loss value') #Displaying the title
plt.plot(history.history['loss']) #plotting the loss
plt.plot(history.history['val_loss']) ##plotting the validation loss
plt.legend(['loss', 'val_loss']) # identifying which line corresponds to which dataset
plt.show() #showing the loss value figure
Second Model
cnn_model = Sequential()
cnn_model.add(Conv2D(filters =32 ,kernel_size = (3,3),activation='relu',input_shape = Input_shape))
cnn_model.add(Conv2D(filters =32 ,kernel_size = (3,3),activation='relu'))
cnn_model.add(MaxPooling2D(2,2))
cnn_model.add(Dropout(0.3))
#Adding another Conv2D, MaxPooling, and Dropout layer
cnn_model.add(Conv2D(filters =64 ,kernel_size = (3,3),activation='relu'))
cnn_model.add(Conv2D(filters =64 ,kernel_size = (3,3),activation='relu'))
cnn_model.add(MaxPooling2D(2,2))
cnn_model.add(Dropout(0.3))
cnn_model.add(Flatten())
cnn_model.add(Dense(units =512 , activation ='relu'))
cnn_model.add(Dense(units =512 , activation ='relu'))
cnn_model.add(Dense(units = 10 , activation ='softmax'))
cnn_model = Sequential()
cnn_model.add(Conv2D(filters = 64, kernel_size = (3,3), activation = 'relu', input_shape = Input_shape))
cnn_model.add(Conv2D(filters = 64, kernel_size = (3,3), activation = 'relu'))
cnn_model.add(MaxPooling2D(2,2))
cnn_model.add(Dropout(0.4))
cnn_model.add(Conv2D(filters = 128, kernel_size = (3,3), activation = 'relu'))
cnn_model.add(Conv2D(filters = 128, kernel_size = (3,3), activation = 'relu'))
cnn_model.add(MaxPooling2D(2,2))
cnn_model.add(Dropout(0.4))
cnn_model.add(Flatten())
cnn_model.add(Dense(units = 1024, activation = 'relu'))
cnn_model.add(Dense(units = 1024, activation = 'relu')) # hidden layer and numbers of neuron
cnn_model.add(Dense(units = 2, activation = 'softmax'))
#Reducing the learning rate
cnn_model.compile(loss='categorical_crossentropy',optimizer = keras.optimizers.RMSprop(lr=0.0005),metrics=['accuracy'])
From the code above,lowering the learning rate can be beneficial in some cases, such as when the model is overfitting the training data, as it can help to prevent the model from taking large steps in the weight space during training and missing the optimal solution.
#reducing the batch size to 32 and epochs to 10
history = cnn_model.fit(
x_train, y_train,
batch_size=32,
epochs=10,
validation_split=0.1,
shuffle=False
)
Epoch 1/10 147/147 [==============================] - 2015s 14s/step - loss: 0.9781 - accuracy: 0.9808 - val_loss: 0.0142 - val_accuracy: 1.0000 Epoch 2/10 147/147 [==============================] - 1950s 13s/step - loss: 0.2340 - accuracy: 0.9666 - val_loss: 5.9672e-05 - val_accuracy: 1.0000 Epoch 3/10 147/147 [==============================] - 1956s 13s/step - loss: 0.2802 - accuracy: 0.9734 - val_loss: 1.2136e-04 - val_accuracy: 1.0000 Epoch 4/10 147/147 [==============================] - 1955s 13s/step - loss: 0.2378 - accuracy: 0.9870 - val_loss: 9.0919e-05 - val_accuracy: 1.0000 Epoch 5/10 147/147 [==============================] - 1924s 13s/step - loss: 0.2270 - accuracy: 0.9870 - val_loss: 6.3637e-05 - val_accuracy: 1.0000 Epoch 6/10 147/147 [==============================] - 1925s 13s/step - loss: 0.2175 - accuracy: 0.9870 - val_loss: 2.9087e-05 - val_accuracy: 1.0000 Epoch 7/10 147/147 [==============================] - 1930s 13s/step - loss: 0.2385 - accuracy: 0.9870 - val_loss: 4.7709e-05 - val_accuracy: 1.0000 Epoch 8/10 147/147 [==============================] - 1883s 13s/step - loss: 0.2010 - accuracy: 0.9870 - val_loss: 2.7327e-05 - val_accuracy: 1.0000 Epoch 9/10 147/147 [==============================] - 1883s 13s/step - loss: 0.2224 - accuracy: 0.9870 - val_loss: 1.2200e-05 - val_accuracy: 1.0000 Epoch 10/10 147/147 [==============================] - 1911s 13s/step - loss: 0.2268 - accuracy: 0.9870 - val_loss: 1.3341e-06 - val_accuracy: 1.0000
The training time for the above model was longer than first model, which is expected as there are more layers to train and beacause there is a lesser learning rate compared to the first. Overall, adding more convolutional layers can help the model to learn more complex features from the input images, which can lead to better performance eventhough the accuracy from the first model seems to be higher than the second model. Additionally, the use of dropout layers can help prevent overfitting, which can further improve the generalization ability of the model.
#Visualizing the second model by plotting the results
plt.figure(figsize=(8,6))
plt.title('Accuracy scores')
plt.plot(history.history['accuracy'])
plt.plot(history.history['val_accuracy'])
plt.legend(['accuracy', 'val_accuracy'])
plt.show()
plt.figure(figsize=(8,6))
plt.title('Loss value')
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.legend(['loss', 'val_loss'])
plt.show()
#Displaying a summary of the model
from keras.layers import Dense, Conv2D , MaxPool2D , Flatten , Dropout , BatchNormalization
model = Sequential()
model.add(Conv2D(32 , (3,3) , strides = 1 , padding = 'same' , activation = 'relu' , input_shape = (150,150,1)))
model.add(BatchNormalization())
model.add(MaxPool2D((2,2) , strides = 2 , padding = 'same'))
model.add(Conv2D(64 , (3,3) , strides = 1 , padding = 'same' , activation = 'relu'))
model.add(Dropout(0.1))
model.add(BatchNormalization()) #BatchNormalization is a technique to normalize the inputs of each layer to improve the stability and speed up the training process.
model.add(MaxPool2D((2,2) , strides = 2 , padding = 'same'))
model.add(Conv2D(64 , (3,3) , strides = 1 , padding = 'same' , activation = 'relu'))
model.add(BatchNormalization())
model.add(MaxPool2D((2,2) , strides = 2 , padding = 'same'))
model.add(Conv2D(128 , (3,3) , strides = 1 , padding = 'same' , activation = 'relu'))
model.add(Dropout(0.2))
model.add(BatchNormalization())
model.add(MaxPool2D((2,2) , strides = 2 , padding = 'same'))
model.add(Conv2D(256 , (3,3) , strides = 1 , padding = 'same' , activation = 'relu'))
model.add(Dropout(0.2))
model.add(BatchNormalization())
model.add(MaxPool2D((2,2) , strides = 2 , padding = 'same'))
model.add(Flatten())
model.add(Dense(units = 128 , activation = 'relu'))
model.add(Dropout(0.2))
model.add(Dense(units = 1 , activation = 'sigmoid'))
model.compile(optimizer = "rmsprop" , loss = 'binary_crossentropy' , metrics = ['accuracy'])
model.summary()
Model: "sequential_4"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
conv2d_15 (Conv2D) (None, 150, 150, 32) 320
batch_normalization_5 (Batc (None, 150, 150, 32) 128
hNormalization)
max_pooling2d_10 (MaxPoolin (None, 75, 75, 32) 0
g2D)
conv2d_16 (Conv2D) (None, 75, 75, 64) 18496
dropout_9 (Dropout) (None, 75, 75, 64) 0
batch_normalization_6 (Batc (None, 75, 75, 64) 256
hNormalization)
max_pooling2d_11 (MaxPoolin (None, 38, 38, 64) 0
g2D)
conv2d_17 (Conv2D) (None, 38, 38, 64) 36928
batch_normalization_7 (Batc (None, 38, 38, 64) 256
hNormalization)
max_pooling2d_12 (MaxPoolin (None, 19, 19, 64) 0
g2D)
conv2d_18 (Conv2D) (None, 19, 19, 128) 73856
dropout_10 (Dropout) (None, 19, 19, 128) 0
batch_normalization_8 (Batc (None, 19, 19, 128) 512
hNormalization)
max_pooling2d_13 (MaxPoolin (None, 10, 10, 128) 0
g2D)
conv2d_19 (Conv2D) (None, 10, 10, 256) 295168
dropout_11 (Dropout) (None, 10, 10, 256) 0
batch_normalization_9 (Batc (None, 10, 10, 256) 1024
hNormalization)
max_pooling2d_14 (MaxPoolin (None, 5, 5, 256) 0
g2D)
flatten_4 (Flatten) (None, 6400) 0
dense_11 (Dense) (None, 128) 819328
dropout_12 (Dropout) (None, 128) 0
dense_12 (Dense) (None, 1) 129
=================================================================
Total params: 1,246,401
Trainable params: 1,245,313
Non-trainable params: 1,088
_________________________________________________________________
From the output above, convolutional neural network (CNN) model with 6 convolutional layers, 6 batch normalization layers, 4 max pooling layers, 2 dense layers and 4 dropout layers. The model takes input images of size 150x150 with 1 channel (grayscale) and outputs a binary classification (0 or 1) based on whether the image belongs to a certain category or not.
The first layer is a 2D convolutional layer with 32 filters of size 3x3, which outputs feature maps of size 150x150 with 32 channels. The activation function used is ReLU, which introduces non-linearity to the model. The padding is set to 'same', which means the input image is padded with zeros so that the output feature maps have the same size as the input.
After the convolutional layer, a batch normalization layer is added to improve the stability and performance of the model. Then, a max pooling layer with a pool size of 2x2 and stride of 2 is used to downsample the feature maps by a factor of 2 in each dimension, reducing the spatial size of the feature maps while keeping the important information.
The second and third layers are similar to the first layer, but with 64 filters each and a dropout layer with a rate of 0.1 added after the second layer.
The fourth and fifth layers are also similar to the previous layers, but with 128 and 256 filters respectively, and with dropout layers added after each layer with a rate of 0.2.
The sixth layer is a flatten layer, which flattens the feature maps into a 1D vector, ready to be fed into the fully connected layers.
The seventh layer is a dense layer with 128 neurons and ReLU activation, followed by a dropout layer with a rate of 0.2 to reduce overfitting.
The eighth and final layer is a dense layer with a single neuron and sigmoid activation, which outputs the probability of the input image belonging to the certain category.
The model is compiled using the RMSprop optimizer and binary cross-entropy loss function, and the accuracy metric is used to evaluate the model performance during training and testing. The model has a total of 1,246,401 parameters, most of which are in the fully connected layers.
# evaluating the performance of the trained model on the test data
score = cnn_model.evaluate(x_test, y_test)
print('Test Accuracy: {:.4f}'.format(score[1])) # printing the test accuracy.
20/20 [==============================] - 60s 3s/step - loss: 0.6927 - accuracy: 0.5801 Test Accuracy: 0.5801
#get the predictions for the test data
predicted_classes_prob = cnn_model.predict(x_test)
predicted_classes = np.argmax(predicted_classes_prob ,axis=1)
20/20 [==============================] - 59s 3s/step
# Displaying the training history of the model,
history.history.keys()
dict_keys(['loss', 'accuracy', 'val_loss', 'val_accuracy'])
# Displaying the predicted classes for each input in the test set
predicted_classes
array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1,
0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0,
0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0,
0, 0, 1, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0,
0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0,
1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0,
0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 1, 0, 0, 0])
#Displaying an array of shape (number of samples and classes)
y_test
array([[1., 0.],
[1., 0.],
[1., 0.],
...,
[0., 1.],
[0., 1.],
[0., 1.]], dtype=float32)
#get the indices to be plotted
y_true = y_test
This code below creates a grid of subplots (7 rows and 7 columns) and displays images from the x_test dataset along with their corresponding true labels from y_test and predicted labels stored in predicted_classes.
The loop iterates over the number of subplots in the grid, i.e., 49 in this case, and for each iteration, it sets the image in the ith index of x_test as the image to be displayed on the ith subplot. It also sets the title of the ith subplot to show the predicted class and the true class of the image. Finally, it turns off the axis for the ith subplot.
After the loop is executed, plt.subplots_adjust() function is called to adjust the spacing between subplots.
#Displaying the images from the dataset
L_grid = 7
W_grid = 7
figs ,axes = plt.subplots(L_grid ,W_grid ,figsize = (12,12))
axes = axes.ravel()
for i in np.arange(0 , L_grid*W_grid):
axes[i].imshow(x_test[i])
axes[i].set_title('Prediction ={}\n True ={}'.format(predicted_classes[i] ,y_test[i]))
axes[i].axis('off')
plt.subplots_adjust(wspace = 1)
This code below generates a confusion matrix using seaborn library to visualize the performance of the classification model. The confusion_matrix function from sklearn.metrics is used to compute the confusion matrix, which is a matrix that shows the number of true positive, true negative, false positive, and false negative predictions for each class. The diagonal elements represent the number of correct predictions for each class, while the off-diagonal elements represent the misclassifications.
The annot=True parameter adds the count values to each cell of the matrix, and fmt='d' specifies that the count values should be displayed as integers. The x-axis and y-axis labels are set using plt.xlabel and plt.ylabel, respectively. Finally, plt.show() displays the visualization.
#Displaying the confusion matrix
import seaborn as sns #Provides a high-level interface for creating informative and attractive statistical graphics
from sklearn.metrics import classification_report,confusion_matrix # They are functions provided by the scikit-learn library for evaluating the performance of classification models.
predicted_classes = np.argmax(predictions, axis=1) # get predicted classes
true_classes = np.argmax(y_test, axis=1) # get true classes
cm = confusion_matrix(true_classes, predicted_classes)
sns.heatmap(cm, annot=True, fmt='d')
plt.xlabel('Predicted')
plt.ylabel('True')
plt.show()
The confusion matrix above shows the number of true negative (TN), false positive (FP), false negative (FN), and true positive (TP) predictions made by a binary classification model. From the matrix you provided, it seems like the model predicted all of the positive samples as negative, as there are no values in the TP or FP cells. The top left cell (0,0) indicates the number of true negatives, which are the samples that were correctly classified as negative. The bottom left cell (1,0) indicates the number of false negatives, which are the samples that were actually positive but were incorrectly classified as negative. The top right cell (0,390) indicates the number of false positives, which are the samples that were actually negative but were incorrectly classified as positive. Finally, the bottom right cell (1,234) indicates the number of true positives, which are the samples that were correctly classified as positive.